|
{ |
|
"sklearn": { |
|
"columns": [ |
|
"surgery", |
|
"age", |
|
"rectal_temp", |
|
"pulse", |
|
"respiratory_rate", |
|
"temp_of_extremities", |
|
"peripheral_pulse", |
|
"mucous_membrane", |
|
"capillary_refill_time", |
|
"pain", |
|
"peristalsis", |
|
"abdominal_distention", |
|
"nasogastric_tube", |
|
"nasogastric_reflux", |
|
"nasogastric_reflux_ph", |
|
"rectal_exam_feces", |
|
"abdomen", |
|
"packed_cell_volume", |
|
"total_protein", |
|
"abdomo_appearance", |
|
"abdomo_protein", |
|
"surgical_lesion", |
|
"lesion_1", |
|
"lesion_2", |
|
"lesion_3", |
|
"cp_data" |
|
], |
|
"environment": [ |
|
"scikit-learn=1.3.0", |
|
"lightgbm", |
|
"numpy" |
|
], |
|
"example_input": { |
|
"abdomen": [ |
|
"distend_small", |
|
"distend_small", |
|
"distend_large" |
|
], |
|
"abdominal_distention": [ |
|
"none", |
|
"none", |
|
"moderate" |
|
], |
|
"abdomo_appearance": [ |
|
"serosanguious", |
|
"cloudy", |
|
"serosanguious" |
|
], |
|
"abdomo_protein": [ |
|
4.1, |
|
4.3, |
|
2.0 |
|
], |
|
"age": [ |
|
"adult", |
|
"adult", |
|
"adult" |
|
], |
|
"capillary_refill_time": [ |
|
"less_3_sec", |
|
"less_3_sec", |
|
"more_3_sec" |
|
], |
|
"cp_data": [ |
|
"yes", |
|
"yes", |
|
"no" |
|
], |
|
"lesion_1": [ |
|
7209, |
|
2112, |
|
5400 |
|
], |
|
"lesion_2": [ |
|
0, |
|
0, |
|
0 |
|
], |
|
"lesion_3": [ |
|
0, |
|
0, |
|
0 |
|
], |
|
"mucous_membrane": [ |
|
"bright_pink", |
|
"bright_pink", |
|
"dark_cyanotic" |
|
], |
|
"nasogastric_reflux": [ |
|
"none", |
|
"none", |
|
"more_1_liter" |
|
], |
|
"nasogastric_reflux_ph": [ |
|
7.0, |
|
3.5, |
|
2.0 |
|
], |
|
"nasogastric_tube": [ |
|
"slight", |
|
"none", |
|
"significant" |
|
], |
|
"packed_cell_volume": [ |
|
37.0, |
|
44.0, |
|
65.0 |
|
], |
|
"pain": [ |
|
"depressed", |
|
"mild_pain", |
|
"extreme_pain" |
|
], |
|
"peripheral_pulse": [ |
|
"normal", |
|
"normal", |
|
"reduced" |
|
], |
|
"peristalsis": [ |
|
"hypermotile", |
|
"hypomotile", |
|
"absent" |
|
], |
|
"pulse": [ |
|
84.0, |
|
66.0, |
|
72.0 |
|
], |
|
"rectal_exam_feces": [ |
|
"absent", |
|
"decreased", |
|
"absent" |
|
], |
|
"rectal_temp": [ |
|
39.0, |
|
38.5, |
|
37.3 |
|
], |
|
"respiratory_rate": [ |
|
24.0, |
|
21.0, |
|
30.0 |
|
], |
|
"surgery": [ |
|
"yes", |
|
"yes", |
|
"yes" |
|
], |
|
"surgical_lesion": [ |
|
"yes", |
|
"yes", |
|
"yes" |
|
], |
|
"temp_of_extremities": [ |
|
"cool", |
|
"normal", |
|
"cool" |
|
], |
|
"total_protein": [ |
|
6.5, |
|
7.6, |
|
13.0 |
|
] |
|
}, |
|
"model": { |
|
"file": "LightGBM_without_hospital_number_01.pkl" |
|
}, |
|
"model_format": "pickle", |
|
"task": "tabular-classification", |
|
"use_intelex": false |
|
} |
|
} |